University of California, San Francisco, USA.
Vanderbilt University, USA.
Health Informatics J. 2019 Sep;25(3):1116-1132. doi: 10.1177/1460458217740723. Epub 2017 Nov 17.
Social media posts regarding measles vaccination were classified as pro-vaccination, expressing vaccine hesitancy, uncertain, or irrelevant. Spearman correlations with Centers for Disease Control and Prevention-reported measles cases and differenced smoothed cumulative case counts over this period were reported (using time series bootstrap confidence intervals). A total of 58,078 Facebook posts and 82,993 tweets were identified from 4 January 2009 to 27 August 2016. Pro-vaccination posts were correlated with the US weekly reported cases (Facebook: Spearman correlation 0.22 (95% confidence interval: 0.09 to 0.34), Twitter: 0.21 (95% confidence interval: 0.06 to 0.34)). Vaccine-hesitant posts, however, were uncorrelated with measles cases in the United States (Facebook: 0.01 (95% confidence interval: -0.13 to 0.14), Twitter: 0.0011 (95% confidence interval: -0.12 to 0.12)). These findings may result from more consistent social media engagement by individuals expressing vaccine hesitancy, contrasted with media- or event-driven episodic interest on the part of individuals favoring current policy.
社交媒体上关于麻疹疫苗接种的帖子被分为赞成疫苗接种、表达疫苗犹豫、不确定或不相关的帖子。报告了与疾病控制和预防中心报告的麻疹病例的 Spearman 相关性,并报告了在此期间差异平滑累积病例数(使用时间序列引导置信区间)。从 2009 年 1 月 4 日至 2016 年 8 月 27 日,共确定了 58078 条 Facebook 帖子和 82993 条推文。赞成疫苗接种的帖子与美国每周报告的病例相关(Facebook:Spearman 相关系数为 0.22(95%置信区间:0.09 至 0.34),Twitter:0.21(95%置信区间:0.06 至 0.34))。然而,对疫苗持犹豫态度的帖子与美国的麻疹病例无关(Facebook:0.01(95%置信区间:-0.13 至 0.14),Twitter:0.0011(95%置信区间:-0.12 至 0.12))。这些发现可能是由于对疫苗持犹豫态度的个人更一致地参与社交媒体,而不是赞成当前政策的个人出于媒体或事件驱动的突发兴趣。